Following advice from http://www.sane-project.org/README.linux
I solved this apparently more "correctly" by adding the desired users to the "scanner" group, e.g. to let user "goulo" scan,
sudo usermod -a -G scanner goulo
(and then the user needs to login again for it to take effect).
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